A model-based approach to characterize individual inbreeding at both global and local genomic scales

被引:70
作者
Druet, T. [1 ,2 ]
Gautier, M. [3 ,4 ]
机构
[1] Univ Liege, Unit Anim Genom, GIGA R, Liege, Belgium
[2] Univ Liege, Fac Vet Med, Liege, Belgium
[3] Montpellier SupAgro, INRA, UMR CBGP, IRD,Cirad, Montferrier Sur Lez, France
[4] Inst Biol Computat, Montpellier, France
关键词
hidden Markov models; homozygosity-by-descent; identity-by-descent; inbreeding; runs of homozygosity; WORLDWIDE HUMAN-POPULATIONS; SEQUENCING DATA; DEPRESSION; HOMOZYGOSITY; COEFFICIENT; IDENTITY; DESCENT; AUTOZYGOSITY; ASSOCIATION; SEGMENTS;
D O I
10.1111/mec.14324
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Inbreeding results from the mating of related individuals and may be associated with reduced fitness because it brings together deleterious variants in one individual. In general, inbreeding is estimated with respect to an arbitrary base population consisting of ancestors that are assumed unrelated. We herein propose a model-based approach to estimate and characterize individual inbreeding at both global and local genomic scales by assuming the individual genome is a mosaic of homozygous-by-descent (HBD) and non-HBD segments. The HBD segments may originate from ancestors tracing back to different periods in the past defining distinct age-related classes. The lengths of the HBD segments are exponentially distributed with class-specific parameters reflecting that inbreeding of older origin generates on average shorter stretches of observed homozygous markers. The model is implemented in a hidden Markov model framework that uses marker allele frequencies, genetic distances, genotyping error rates and the sequences of observed genotypes. Note that genotyping errors, low-fold sequencing or genotype-by-sequencing data are easily accommodated under this framework. Based on simulations under the inference model, we show that the genomewide inbreeding coefficients and the parameters of the model are accurately estimated. In addition, when several inbreeding classes are simulated, the model captures them if their ages are sufficiently different. Complementary analyses, either on data sets simulated under more realistic models or on human, dog and sheep real data, illustrate the range of applications of the approach and how it can reveal recent demographic histories among populations (e.g., very recent bottlenecks or founder effects). The method also allows to clearly identify individuals resulting from extreme consanguineous matings.
引用
收藏
页码:5820 / 5841
页数:22
相关论文
共 68 条
  • [1] [Anonymous], 1876, EFFECTS CROSS SELF F
  • [2] Evaluation of inbreeding depression in Holstein cattle using whole-genome SNP markers and alternative measures of genomic inbreeding
    Bjelland, D. W.
    Weigel, K. A.
    Vukasinovic, N.
    Nkrumah, J. D.
    [J]. JOURNAL OF DAIRY SCIENCE, 2013, 96 (07) : 4697 - 4706
  • [3] Regions of Homozygosity in the Porcine Genome: Consequence of Demography and the Recombination Landscape
    Bosse, Mirte
    Megens, Hendrik-Jan
    Madsen, Ole
    Paudel, Yogesh
    Frantz, Laurent A. F.
    Schook, Lawrence B.
    Crooijmans, Richard P. M. A.
    Groenen, Martien A. M.
    [J]. PLOS GENETICS, 2012, 8 (11):
  • [4] Long homozygous chromosomal segments in reference families from the Centre d'Etude du Polymorphisme Humain
    Broman, KW
    Weber, JL
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 1999, 65 (06) : 1493 - 1500
  • [5] Accurate Non-parametric Estimation of Recent Effective Population Size from Segments of Identity by Descent
    Browning, Sharon R.
    Browning, Brian L.
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2015, 97 (03) : 404 - 418
  • [6] High-Resolution Detection of Identity by Descent in Unrelated Individuals
    Browning, Sharon R.
    Browning, Brian L.
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2010, 86 (04) : 526 - 539
  • [7] Inbreeding load and purging: implications for the short-term survival and the conservation management of small populations
    Caballero, A.
    Bravo, I.
    Wang, J.
    [J]. HEREDITY, 2017, 118 (02) : 177 - 185
  • [8] A Pedigree-Based Map of Recombination in the Domestic Dog Genome
    Campbell, Christopher L.
    Bherer, Claude
    Morrow, Bernice E.
    Boyko, Adam R.
    Auton, Adam
    [J]. G3-GENES GENOMES GENETICS, 2016, 6 (11): : 3517 - 3524
  • [9] FUNDAMENTAL CONCEPTS IN GENETICS The genetics of inbreeding depression
    Charlesworth, Deborah
    Willis, John H.
    [J]. NATURE REVIEWS GENETICS, 2009, 10 (11) : 783 - 796
  • [10] Highly effective SNP-based association mapping and management of recessive defects in livestock
    Charlier, Carole
    Coppieters, Wouter
    Rollin, Frederic
    Desmecht, Daniel
    Agerholm, Jorgen S.
    Cambisano, Nadine
    Carta, Eloisa
    Dardano, Sabrina
    Dive, Marc
    Fasquelle, Corinne
    Frennet, Jean-Claude
    Hanset, Roger
    Hubin, Xavier
    Jorgensen, Claus
    Karim, Latifa
    Kent, Matthew
    Harvey, Kirsten
    Pearce, Brian R.
    Simon, Patricia
    Tama, Nico
    Nie, Haisheng
    Vandeputte, Sebastien
    Lien, Sigbjorn
    Longeri, Maria
    Fredholm, Merete
    Harvey, Robert J.
    Georges, Michel
    [J]. NATURE GENETICS, 2008, 40 (04) : 449 - 454